Police have charged Robert Ross Agriopoulos, 25, with secret peeping.
According to his arrest warrant, the crime happened on July 20 at the Trader Joe's on Wake Forest Road.
A Raleigh Police Department spokesperson said Agriopoulos took pictures underneath the skirt of a 30-year-old woman.
ABC 11 went to the suspect's home in North Raleigh to ask for a comment.
He opened the door but then quickly shut it when a reporter identified himself.
The charge against him is a misdemeanor so his bond is only $1,000, which he posted.
Court documents indicated he is restricted from contacting the victim or returning to the Trader Joe's store.
Agriopoulos is due in court on August 30.